{"id":"W4401019474","doi":"10.34925/eip.2023.161.12.249","title":"PROSPECTS FOR THE DEVELOPMENT OF INTEGRATED AQUACULTURE","year":2024,"lang":"ru","type":"article","venue":"Экономика и предпринимательство","topic":"Food Industry and Aquatic Biology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aquaculture; Business; Fishery; Fish <Actinopterygii>; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009750908,0.000462084,0.0005086418,0.00003340955,0.0005548907,0.0002020532,0.0008068706,0.0006414503,0.001883771],"category_scores_gemma":[0.0002652384,0.0001482713,0.0003577685,0.0009747242,0.0004154017,0.0001405409,0.0001578182,0.0006103202,0.0002261195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008943203,"about_ca_system_score_gemma":0.000292922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001257284,"about_ca_topic_score_gemma":0.0005888778,"domain_scores_codex":[0.9972439,0.0001179111,0.0009178946,0.0007172199,0.0003168229,0.0006862216],"domain_scores_gemma":[0.9981697,0.00108193,0.0002121368,0.0001873314,0.000206633,0.000142324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002874223,0.0004796479,0.001067121,0.000778547,0.0009995167,0.00001295588,0.004342014,0.00001630757,0.1319,0.03167383,0.05491499,0.7735276],"study_design_scores_gemma":[0.0003036469,0.0009243369,0.006127711,0.00072022,0.0002048767,0.00002046461,0.00420264,0.001791457,0.03858157,0.001817555,0.9447343,0.000571179],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.885058,0.04725328,0.001564207,0.04119107,0.009295269,0.006017949,0.001949777,0.0005964836,0.007073959],"genre_scores_gemma":[0.9841815,0.0001678507,0.001126237,0.0002521107,0.001078633,0.0001997444,0.0002793477,0.000008727577,0.01270581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8898193,"threshold_uncertainty_score":0.9990286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.052731362966003,"score_gpt":0.2677091041283479,"score_spread":0.2149777411623449,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}